{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "import pickle\n",
    "from tqdm import tqdm\n",
    "import random\n",
    "\n",
    "from matplotlib import image\n",
    "from matplotlib import pyplot\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 256)\n",
      "(500, 7)\n"
     ]
    }
   ],
   "source": [
    "T = np.load(\"curves.npy\")\n",
    "print(T.shape)\n",
    "\n",
    "Labels = np.load('labels.npy', allow_pickle=True)\n",
    "print(Labels.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "from scipy.stats import poisson\n",
    "\n",
    "def noise_injection(xrr_curve):\n",
    "    cps = random.choice([5e9, 9e9])\n",
    "    q = np.linspace(0.015, 0.35, 256)\n",
    "    xrr_curve_q = xrr_curve*(q**4)\n",
    "    noisyr = poisson.rvs(mu=xrr_curve_q*cps, size=256)/cps  # RM\n",
    "    noisyr[noisyr <= 1e-9] = 1e-9\n",
    "    return noisyr/(q**4)\n",
    "\n",
    "def noise_injection2(xrr_curve):\n",
    "    xrr_curve_n = xrr_curve\n",
    "    cps = random.choice([2e8, 6e8])\n",
    "    q = np.linspace(0.015, 0.35, 256)\n",
    "    for i in range(256):\n",
    "        if i<=59:\n",
    "            xrr_curve_n[i] = xrr_curve_n[i]/1934\n",
    "        if i>59 and i<=63:\n",
    "            xrr_curve_n[i] = xrr_curve_n[i]/130.5\n",
    "        if i>63 and i<=117:\n",
    "            xrr_curve_n[i] = xrr_curve_n[i]/10.5\n",
    "        else:\n",
    "            xrr_curve_n[i] = xrr_curve_n[i]\n",
    "\n",
    "    xrr_curve_q = xrr_curve_n\n",
    "    noisyr = poisson.rvs(mu=xrr_curve_q*cps, size=256)/cps  # RM\n",
    "    noisyr[noisyr <= 2e-8] = 2e-8\n",
    "    for i in range(256):\n",
    "        if i<=59:\n",
    "            noisyr[i] = noisyr[i]*1934\n",
    "        if i>59 and i<=63:\n",
    "            noisyr[i] = noisyr[i]*130.5\n",
    "        if i>63 and i<=117:\n",
    "            noisyr[i] = noisyr[i]*10.5\n",
    "        else:\n",
    "            noisyr[i] = noisyr[i]\n",
    "    noisyr[noisyr <= 2e-7] = 2e-7\n",
    "    return noisyr\n",
    "\n",
    "def scaling(xrr_curve, min_scale=0.95, max_scale=1.05):\n",
    "    scale_factor = np.random.uniform(min_scale, max_scale)\n",
    "    return xrr_curve * scale_factor\n",
    "\n",
    "def shift(xrr_curve, max_shift=1.1):\n",
    "    shift_amount = np.random.randint(-max_shift, max_shift)\n",
    "    return np.roll(xrr_curve, shift_amount)\n",
    "\n",
    "def rotation(xrr_curve, max_rotation=5):\n",
    "    rotation_amount = np.random.uniform(-max_rotation, max_rotation)\n",
    "    return np.interp(np.linspace(0, 1, len(xrr_curve)), np.linspace(0, 1, len(xrr_curve)), np.roll(xrr_curve, int(rotation_amount)))\n",
    "\n",
    "def random_segment_drop(xrr_curve, min_segments=1, max_segments=3, min_drop_length=2,\n",
    "                        max_drop_length=10):\n",
    "    num_segments_to_drop = np.random.randint(min_segments, max_segments + 1)\n",
    "    dropped_curve = np.copy(xrr_curve)\n",
    "    \n",
    "    # Start the first drop within the specified range\n",
    "    drop_start = np.random.randint(15, 25)\n",
    "    gap_between_drops = np.random.randint(22, 30)  # Choose a random gap between drops\n",
    "    \n",
    "    for _ in range(num_segments_to_drop):\n",
    "        drop_length = np.random.randint(min_drop_length, max_drop_length + 1)\n",
    "        dropped_curve[drop_start:drop_start + drop_length] = np.nan\n",
    "        \n",
    "        # Update drop_start for the next drop\n",
    "        drop_start += gap_between_drops\n",
    "        \n",
    "        # Ensure the next drop doesn't exceed the array length\n",
    "        if drop_start + max_drop_length >= len(xrr_curve):\n",
    "            break\n",
    "\n",
    "    dropped_curve = interpolate_missing_values(dropped_curve)\n",
    "    return dropped_curve\n",
    "\n",
    "def remove_points_around_indices(xrr_curve, indices, points_around=2):\n",
    "    modified_curve = np.copy(xrr_curve)\n",
    "    for index in indices:\n",
    "        start = max(index - points_around, 0)\n",
    "        end = min(index + points_around + 1, len(xrr_curve))\n",
    "        modified_curve[start:end] = np.nan\n",
    "    modified_curve = interpolate_missing_values(modified_curve)\n",
    "    return modified_curve\n",
    "\n",
    "def interpolate_missing_values(xrr_curve):\n",
    "    q = np.linspace(0.015, 0.35, 256)\n",
    "    xrr_curve = xrr_curve * (q ** 4)\n",
    "    missing_indices = np.isnan(xrr_curve)\n",
    "    valid_indices = np.where(~missing_indices)[0]\n",
    "    interp_func = interp1d(valid_indices, xrr_curve[~missing_indices], kind='linear', fill_value='extrapolate')\n",
    "    xrr_curve[missing_indices] = interp_func(np.where(missing_indices)[0])\n",
    "    return xrr_curve / (q ** 4)\n",
    "\n",
    "def apply_smearing(y, dq_percentage):\n",
    "    # dq_percentage: smearing percentage of the point resolution\n",
    "    sigma = (dq_percentage / 100) * len(y)\n",
    "    smeared_y = gaussian_filter1d(y, sigma=sigma)\n",
    "    return smeared_y\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 500/500 [00:00<00:00, 857.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 256) (500, 7)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from multiprocessing import  Process, Queue, Lock\n",
    "\n",
    "target=T\n",
    "#print(target)\n",
    "\n",
    "from scipy.stats import poisson\n",
    "from numpy import inf\n",
    "n_T = []\n",
    "noisyr =[]\n",
    "lab_n = []\n",
    "\n",
    "batch_size = 500\n",
    "\n",
    "indices = [31 ,59, 117]\n",
    "for a in tqdm(range(batch_size)):\n",
    "    # xrr_curve = T[1+a,:] #R\n",
    "    xrr_curve = T[a,:] #RM\n",
    "    # Apply data augmentation\n",
    "    #augmented_xrr_curve = xrr_curve\n",
    "    #augmented_xrr_curve = apply_smearing(xrr_curve, 0.0)\n",
    "    augmented_xrr_curve = noise_injection(xrr_curve)\n",
    "    augmented_xrr_curve = noise_injection2(augmented_xrr_curve)\n",
    "    #augmented_xrr_curve = noise_injection2(xrr_curve)\n",
    "    augmented_xrr_curve = scaling(augmented_xrr_curve)\n",
    "    augmented_xrr_curve = random_segment_drop(augmented_xrr_curve, min_segments=7, max_segments=12,\n",
    "                                            min_drop_length=2, max_drop_length=4)\n",
    "    augmented_xrr_curve = remove_points_around_indices(augmented_xrr_curve, indices)\n",
    "    n_T.append(augmented_xrr_curve)\n",
    "    labels_n = Labels[a,:]\n",
    "    lab_n.append(labels_n)\n",
    "\n",
    "\n",
    "# print(data_all(['curves']).shape)\n",
    "data_all = np.array(n_T)\n",
    "label_all = np.array(lab_n)\n",
    "\n",
    "\n",
    "#print(data_all[0,:])\n",
    "\n",
    "print(data_all.shape, label_all.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 500)\n",
      "(500, 256)\n"
     ]
    }
   ],
   "source": [
    "print(np.transpose(data_all).shape)\n",
    "\n",
    "ntarget_a = np.reshape(data_all, [500,256])\n",
    "label_a = np.reshape(label_all, [500,7])\n",
    "#ntarget_a = np.transpose(ntarget_a)\n",
    "print(ntarget_a.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 256)\n",
      "(1000, 7)\n"
     ]
    }
   ],
   "source": [
    "for i in range (100):\n",
    "    plt.plot(ntarget_a[i+100,:])\n",
    "    plt.yscale('log')\n",
    "plt.show()\n",
    "\n",
    "T = np.load(\"curves.npy\")\n",
    "T = np.append(T, ntarget_a, axis=0)\n",
    "\n",
    "T = np.array(T, dtype='float32')\n",
    "print(T.shape)\n",
    "np.save(\"curves_N.npy\", T, allow_pickle=True)\n",
    "\n",
    "labels_N = np.append(Labels, label_a, axis=0) #RM   \n",
    "print(labels_N.shape)      \n",
    "np.save(\"labels_N.npy\", labels_N, allow_pickle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range (5):\n",
    "    plt.plot(ntarget_a[i+10,:], label='Augmented')\n",
    "    plt.plot(T[i+10,:], label='Original')\n",
    "    plt.yscale('log')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
